Livoa LogoLivoa
Inputs


Texts

Gen AI
R?
Sparse Auto Encoder


Weight Matrix

R Z R

Encoder

Text
Outcome Variable Score
Latest Features


Regress outcome on latest features

Feature Matrix

Candidate Treatments
Select features with predictive power
Label tests with Candidate Treatments
Gen AI Gaussian Estimation
Candidate Treatment Test
Text
Unobserved Confounding
Outcome T
Treatment Z
Unobserved Generators

diagram

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